From 36482e016c9dab77846ea94961f6fe48b85dc9e3 Mon Sep 17 00:00:00 2001 From: Aakash Suresh Date: Wed, 8 Oct 2025 02:32:02 -0700 Subject: [PATCH 1/3] fix: Fix Twitter bookmarks anchor link (#140) * fix: Fix Twitter bookmarks anchor link - Convert Twitter Bookmarks from collapsible details to proper header - Update internal link to match new anchor format - Ensures external links to #twitter-bookmarks-your-personal-tweet-library work correctly Fixes broken link: https://github.com/yichuan-w/LEANN?tab=readme-ov-file#twitter-bookmarks-your-personal-tweet-library * fix: Fix Slack messages anchor link as well - Convert Slack Messages from collapsible details to proper header - Update internal link to match new anchor format - Ensures external links to #slack-messages-search-your-team-conversations work correctly Both Twitter and Slack MCP sections now have reliable anchor links. * fix: Point Slack and Twitter links to main MCP section - Both Slack and Twitter are subsections under MCP Integration - Links should point to #mcp-integration-rag-on-live-data-from-any-platform - Users will land on the MCP section and can find both Slack and Twitter subsections there This matches the actual document structure where Slack and Twitter are under the MCP Integration section. --- README.md | 12 +++--------- 1 file changed, 3 insertions(+), 9 deletions(-) diff --git a/README.md b/README.md index 6cbf20f..93032be 100755 --- a/README.md +++ b/README.md @@ -20,7 +20,7 @@ LEANN is an innovative vector database that democratizes personal AI. Transform LEANN achieves this through *graph-based selective recomputation* with *high-degree preserving pruning*, computing embeddings on-demand instead of storing them all. [Illustration Fig →](#️-architecture--how-it-works) | [Paper →](https://arxiv.org/abs/2506.08276) -**Ready to RAG Everything?** Transform your laptop into a personal AI assistant that can semantic search your **[file system](#-personal-data-manager-process-any-documents-pdf-txt-md)**, **[emails](#-your-personal-email-secretary-rag-on-apple-mail)**, **[browser history](#-time-machine-for-the-web-rag-your-entire-browser-history)**, **[chat history](#-wechat-detective-unlock-your-golden-memories)** ([WeChat](#-wechat-detective-unlock-your-golden-memories), [iMessage](#-imessage-history-your-personal-conversation-archive)), **[agent memory](#-chatgpt-chat-history-your-personal-ai-conversation-archive)** ([ChatGPT](#-chatgpt-chat-history-your-personal-ai-conversation-archive), [Claude](#-claude-chat-history-your-personal-ai-conversation-archive)), **[live data](#mcp-integration-rag-on-live-data-from-any-platform)** ([Slack](#slack-messages-search-your-team-conversations), [Twitter](#twitter-bookmarks-your-personal-tweet-library)), **[codebase](#-claude-code-integration-transform-your-development-workflow)**\* , or external knowledge bases (i.e., 60M documents) - all on your laptop, with zero cloud costs and complete privacy. +**Ready to RAG Everything?** Transform your laptop into a personal AI assistant that can semantic search your **[file system](#-personal-data-manager-process-any-documents-pdf-txt-md)**, **[emails](#-your-personal-email-secretary-rag-on-apple-mail)**, **[browser history](#-time-machine-for-the-web-rag-your-entire-browser-history)**, **[chat history](#-wechat-detective-unlock-your-golden-memories)** ([WeChat](#-wechat-detective-unlock-your-golden-memories), [iMessage](#-imessage-history-your-personal-conversation-archive)), **[agent memory](#-chatgpt-chat-history-your-personal-ai-conversation-archive)** ([ChatGPT](#-chatgpt-chat-history-your-personal-ai-conversation-archive), [Claude](#-claude-chat-history-your-personal-ai-conversation-archive)), **[live data](#mcp-integration-rag-on-live-data-from-any-platform)** ([Slack](#mcp-integration-rag-on-live-data-from-any-platform), [Twitter](#mcp-integration-rag-on-live-data-from-any-platform)), **[codebase](#-claude-code-integration-transform-your-development-workflow)**\* , or external knowledge bases (i.e., 60M documents) - all on your laptop, with zero cloud costs and complete privacy. \* Claude Code only supports basic `grep`-style keyword search. **LEANN** is a drop-in **semantic search MCP service fully compatible with Claude Code**, unlocking intelligent retrieval without changing your workflow. 🔥 Check out [the easy setup →](packages/leann-mcp/README.md) @@ -785,8 +785,7 @@ Once your iMessage conversations are indexed, you can search with queries like: - **Easy Extension**: Add new platforms with minimal code - **Secure Access**: MCP servers handle authentication -
-Slack Messages: Search Your Team Conversations +#### 💬 Slack Messages: Search Your Team Conversations Transform your Slack workspace into a searchable knowledge base! Find discussions, decisions, and shared knowledge across all your channels. @@ -822,10 +821,7 @@ python -m apps.slack_rag \ - `--concatenate-conversations`: Group messages by channel (default: true) - `--max-messages-per-channel`: Limit messages per channel (default: 100) -
- -
-Twitter Bookmarks: Your Personal Tweet Library +#### 🐦 Twitter Bookmarks: Your Personal Tweet Library Search through your Twitter bookmarks! Find that perfect article, thread, or insight you saved for later. @@ -879,8 +875,6 @@ python -m apps.twitter_rag \ - "Show me bookmarked threads about startup advice" - "What Python tutorials did I save?" -
-
🔧 Using MCP with CLI Commands From a99983b3d985e79e5ce7563ae03526ed98464344 Mon Sep 17 00:00:00 2001 From: yichuan-w Date: Wed, 8 Oct 2025 21:51:25 +0000 Subject: [PATCH 2/3] fix readme --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 93032be..16cf654 100755 --- a/README.md +++ b/README.md @@ -875,7 +875,7 @@ python -m apps.twitter_rag \ - "Show me bookmarked threads about startup advice" - "What Python tutorials did I save?" -
+
🔧 Using MCP with CLI Commands **Want to use MCP data with regular LEANN CLI?** You can combine MCP apps with CLI commands: From 5543b3c5f78b8f89e6d23af49b9311edf73158b4 Mon Sep 17 00:00:00 2001 From: yichuan520030910320 Date: Thu, 9 Oct 2025 15:10:54 -0700 Subject: [PATCH 3/3] [minor] format fix --- README.md | 8 ++++++-- 1 file changed, 6 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 16cf654..faed6f1 100755 --- a/README.md +++ b/README.md @@ -8,8 +8,12 @@ Platform MIT License MCP Integration - Join Slack - Join WeChat group + + Join Slack + + + Join WeChat group +